Invalid tool call Failures
See which AI models run into Invalid tool call most often, so you can spot reliability risks before choosing one. Sort by: Response Time (avg) ↑.
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| Rank | Model | Company | Invalid tool call Count | Score | Total Cost | Tests Correct | Response Time (avg) |
|---|---|---|---|---|---|---|---|
| #306 | Laguna Xs.2 none | Poolside | 1 | 3.8 | $0.004 | 5/19 | 806ms |
| #293 | Grok 4.20 none | X AI | 1 | 4.1 | $0.057 | 6/18 | 1.11s |
| #286 | Grok 4.20 Beta none | X AI | 1 | 4.4 | $0.087 | 6/18 | 1.19s |
| #299 | Nemotron 3.5 Lightning none | NVIDIA | 2 | 4.0 | $0.007 | 3/22 | 1.21s |
| #288 | Elephant Alpha none | Openrouter | 1 | 4.3 | $0.000 | 5/21 | 1.22s |
| #290 | Elephant Alpha medium | Openrouter | 1 | 4.3 | $0.000 | 6/21 | 1.27s |
| #298 | Granite 4.1 8B none | IBM Granite | 2 | 4.0 | $0.007 | 2/22 | 1.44s |
| #236 | GPT-5.6 Luna none | OpenAI | 1 | 5.4 | $0.029 | 6/22 | 1.50s |
| #241 | Inkling Small none | Thinkingmachines | 1 | 5.3 | $0.054 | 5/22 | 1.51s |
| #242 | Laguna XS 2.1 none | Poolside | 1 | 5.3 | $0.008 | 5/22 | 1.55s |
| #197 | GPT-5.6 Terra none | OpenAI | 1 | 6.0 | $0.280 | 8/22 | 1.66s |
| #214 | Inkling Small low | Thinkingmachines | 2 | 5.7 | $0.055 | 9/22 | 2.07s |
| #153 | Gemini 3.5 Flash minimal | 2 | 6.7 | $0.300 | 13/22 | 2.65s | |
| #287 | Laguna M.1 none | Poolside | 1 | 4.4 | $0.009 | 4/19 | 2.89s |
| #131 | Mercury 2 medium | Inception | 1 | 7.0 | $0.094 | 10/22 | 2.95s |